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Most tools in this category work from an uploaded photo of an existing room, applying new styles, furniture, or color schemes on top of it. A smaller number generate room layouts from scratch based on dimensions and style preferences. For real estate staging, the ability to produce photorealistic furnished images from empty room photos is the primary draw, helping listings look finished without physical staging costs. When comparing tools, consider realism, how convincingly does the AI replace or add elements without obvious artifacts, and how much control you have over the output style. Some tools offer style presets like Scandinavian, industrial, or minimalist; others accept free-form text descriptions. Pricing ranges from free trials with limited renders to subscription plans based on render volume. For professional use in client presentations or listings, output resolution and the option to export without watermarks are key. Commercial terms vary, so verify the license if images will be used in marketing materials or published online.